Machine Learning

Machine Learning–Based Asthma Attack Prediction Models From Routinely Collected Electronic Health Records: Systematic Scoping Review

Arif Budiarto, Kevin C H Tsang, Andrew M Wilson, Aziz Sheikh, Syed Ahmar Shah

JMIR AI 2023 (Dec 07); 2:e46717

Download Citation: END BibTex RIS

Risk Prediction of Emergency Department Visits in Patients With Lung Cancer Using Machine Learning: Retrospective Observational Study

Ah Ra Lee, Hojoon Park, Aram Yoo, Seok Kim, Leonard Sunwoo, Sooyoung Yoo

JMIR Med Inform 2023 (Dec 06); 11:e53058

Download Citation: END BibTex RIS

Evaluation of Machine Learning Approaches for Predicting Warfarin Discharge Dose in Cardiac Surgery Patients: Retrospective Algorithm Development and Validation Study

Lindsay Dryden, Jacquelin Song, Teresa J Valenzano, Zhen Yang, Meggie Debnath, Rebecca Lin, Jane Topolovec-Vranic, Muhammad Mamdani, Tony Antoniou

JMIR Cardio 2023 (Dec 06); 7:e47262

Download Citation: END BibTex RIS

Developing Ethics and Equity Principles, Terms, and Engagement Tools to Advance Health Equity and Researcher Diversity in AI and Machine Learning: Modified Delphi Approach

Rachele Hendricks-Sturrup, Malaika Simmons, Shilo Anders, Kammarauche Aneni, Ellen Wright Clayton, Joseph Coco, Benjamin Collins, Elizabeth Heitman, Sajid Hussain, Karuna Joshi, Josh Lemieux, Laurie Lovett Novak, Daniel J Rubin, Anil Shanker, Talitha Washington, Gabriella Waters, Joyce Webb Harris, Rui Yin, Teresa Wagner, Zhijun Yin, Bradley Malin

JMIR AI 2023 (Dec 06); 2:e52888

Download Citation: END BibTex RIS

Predicting Patients' Satisfaction With Mental Health Drug Treatment Using Their Reviews: Unified Interchangeable Model Fusion Approach

Yi Wang, Yide Yu, Yue Liu, Yan Ma, Patrick Cheong-Iao Pang

JMIR Ment Health 2023 (Dec 05); 10:e49894

Download Citation: END BibTex RIS

Detection of Suicidal Ideation in Clinical Interviews for Depression Using Natural Language Processing and Machine Learning: Cross-Sectional Study

Tim M H Li, Jie Chen, Framenia O C Law, Chun-Tung Li, Ngan Yin Chan, Joey W Y Chan, Steven W H Chau, Yaping Liu, Shirley Xin Li, Jihui Zhang, Kwong-Sak Leung, Yun-Kwok Wing

JMIR Med Inform 2023 (Dec 01); 11:e50221

Download Citation: END BibTex RIS

A Stable and Scalable Digital Composite Neurocognitive Test for Early Dementia Screening Based on Machine Learning: Model Development and Validation Study

Dongmei Gu, Xiaozhen Lv, Chuan Shi, Tianhong Zhang, Sha Liu, Zili Fan, Lihui Tu, Ming Zhang, Nan Zhang, Liming Chen, Zhijiang Wang, Jing Wang, Ying Zhang, Huizi Li, Luchun Wang, Jiahui Zhu, Yaonan Zheng, Huali Wang, Xin Yu, Alzheimer's Disease Neuroimaging Initiative (ADNI)

J Med Internet Res 2023 (Dec 01); 25:e49147

Download Citation: END BibTex RIS

Can we use ChatGPT for Mental Health and Substance Use Education? Examining Its Quality and Potential Harms

Sophia Spallek, Louise Birrell, Stephanie Kershaw, Emma Krogh Devine, Louise Thornton

JMIR Med Educ 2023 (Nov 30); 9:e51243

Download Citation: END BibTex RIS

Developing and Evaluating an AI-Based Computer-Aided Diagnosis System for Retinal Disease: Diagnostic Study for Central Serous Chorioretinopathy

Jeewoo Yoon, Jinyoung Han, Junseo Ko, Seong Choi, Ji In Park, Joon Seo Hwang, Jeong Mo Han, Daniel Duck-Jin Hwang

J Med Internet Res 2023 (Nov 29); 25:e48142

Download Citation: END BibTex RIS

Automated Machine Learning Analysis of Patients With Chronic Skin Disease Using a Medical Smartphone App: Retrospective Study

Igor Bibi, Daniel Schaffert, Mara Blauth, Christian Lull, Jan Alwin von Ahnen, Georg Gross, Wanja Alexander Weigandt, Johannes Knitza, Sebastian Kuhn, Johannes Benecke, Jan Leipe, Astrid Schmieder, Victor Olsavszky

J Med Internet Res 2023 (Nov 28); 25:e50886

Download Citation: END BibTex RIS

Application of Machine Learning Prediction of Individual SARS-CoV-2 Vaccination and Infection Status to the French Serosurveillance Survey From March 2020 to 2022: Cross-Sectional Study

Stéphanie Bougeard, Adeline Huneau-Salaun, Mikael Attia, Jean-Baptiste Richard, Caroline Demeret, Johnny Platon, Virginie Allain, Stéphane Le Vu, Sophie Goyard, Véronique Gillon, Sibylle Bernard-Stoecklin, Bernadette Crescenzo-Chaigne, Gabrielle Jones, Nicolas Rose, Sylvie van der Werf, Olivier Lantz, Thierry Rose, Harold Noël

JMIR Public Health Surveill 2023 (Nov 28); 9:e46898

Download Citation: END BibTex RIS

Standardized Comparison of Voice-Based Information and Documentation Systems to Established Systems in Intensive Care: Crossover Study

Arne Peine, Maike Gronholz, Katharina Seidl-Rathkopf, Thomas Wolfram, Ahmed Hallawa, Annika Reitz, Leo Anthony Celi, Gernot Marx, Lukas Martin

JMIR Med Inform 2023 (Nov 28); 11:e44773

Download Citation: END BibTex RIS

Applications of the Natural Language Processing Tool ChatGPT in Clinical Practice: Comparative Study and Augmented Systematic Review

Nikolas Schopow, Georg Osterhoff, David Baur

JMIR Med Inform 2023 (Nov 28); 11:e48933

Download Citation: END BibTex RIS

A Large Language Model Screening Tool to Target Patients for Best Practice Alerts: Development and Validation

Thomas Savage, John Wang, Lisa Shieh

JMIR Med Inform 2023 (Nov 27); 11:e49886

Download Citation: END BibTex RIS

Synthetic Tabular Data Based on Generative Adversarial Networks in Health Care: Generation and Validation Using the Divide-and-Conquer Strategy

Ha Ye Jin Kang, Erdenebileg Batbaatar, Dong-Woo Choi, Kui Son Choi, Minsam Ko, Kwang Sun Ryu

JMIR Med Inform 2023 (Nov 24); 11:e47859

Download Citation: END BibTex RIS

A Machine Learning Web App to Predict Diabetic Blood Glucose Based on a Basic Noninvasive Health Checkup, Sociodemographic Characteristics, and Dietary Information: Case Study

Masuda Begum Sampa, Topu Biswas, Md Siddikur Rahman, Nor Hidayati Binti Abdul Aziz, Md Nazmul Hossain, Nor Azlina Ab Aziz

JMIR Diabetes 2023 (Nov 24); 8:e49113

Download Citation: END BibTex RIS

A Conference (Missingness in Action) to Address Missingness in Data and AI in Health Care: Qualitative Thematic Analysis

Christian Rose, Rachel Barber, Carl Preiksaitis, Ireh Kim, Nikesh Mishra, Kristen Kayser, Italo Brown, Michael Gisondi

J Med Internet Res 2023 (Nov 23); 25:e49314

Download Citation: END BibTex RIS

Identification of Key Influencers for Secondary Distribution of HIV Self-Testing Kits Among Chinese Men Who Have Sex With Men: Development of an Ensemble Machine Learning Approach

Fengshi Jing, Yang Ye, Yi Zhou, Yuxin Ni, Xumeng Yan, Ying Lu, Jason Ong, Joseph D Tucker, Dan Wu, Yuan Xiong, Chen Xu, Xi He, Shanzi Huang, Xiaofeng Li, Hongbo Jiang, Cheng Wang, Wencan Dai, Liqun Huang, Wenhua Mei, Weibin Cheng, Qingpeng Zhang, Weiming Tang

J Med Internet Res 2023 (Nov 23); 25:e37719

Download Citation: END BibTex RIS

Predicting Adherence to Behavior Change Support Systems Using Machine Learning: Systematic Review

Akon Obu Ekpezu, Isaac Wiafe, Harri Oinas-Kukkonen

JMIR AI 2023 (Nov 22); 2:e46779

Download Citation: END BibTex RIS

Real-Time Classification of Causes of Death Using AI: Sensitivity Analysis

Patrícia Pita Ferreira, Diogo Godinho Simões, Constança Pinto de Carvalho, Francisco Duarte, Eugénia Fernandes, Pedro Casaca Carvalho, José Francisco Loff, Ana Paula Soares, Maria João Albuquerque, Pedro Pinto-Leite, André Peralta-Santos

JMIR AI 2023 (Nov 22); 2:e40965

Download Citation: END BibTex RIS